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@lirnli
Last active October 24, 2022 10:50
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Simple Dilation Network to generate sine waves
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"import torch\n",
"from torch.autograd import Variable\n",
"from torch import nn, optim"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generate training data\n",
"\n",
"Generate sine waves with a random initial phase, plus a random uniform noise. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def batch_generator():\n",
" while True:\n",
" xs = np.linspace(0, np.pi*10, 4096)\n",
" ys = np.sin(xs) + np.random.rand(4096)*0.2-0.1\n",
"# ys = np.sin(xs)\n",
" ys = ys.astype(np.float32) # default is np.float64\n",
" x = torch.from_numpy(ys[:4000]).view(1,1,-1)\n",
" y = torch.from_numpy(ys[1024:4001]).view(1,1,-1)\n",
" yield Variable(x), Variable(y)\n",
"\n",
"g = batch_generator()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize a mini-batch"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x10c46c390>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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vPQWf11WSLU4UfgWADEfBq+pPXBhCSuNIZXjJhicBXVxEYfrfhSIU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\ntpffbqAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10468d438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x, _ = next(g)\n",
"plt.figure(figsize=[8,6])\n",
"plt.plot(x.data.numpy()[0][0],'.', ms=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Network model\n",
"\n",
"Everything is linear. Nonlinear activation functions are important when there are noises in the input data."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"class Net(nn.Module):\n",
" def __init__(self):\n",
" super(Net, self).__init__()\n",
" dilations = [1, 2, 4, 8, 16, 32, 64, 128, 256, 512]\n",
" self.main = nn.Sequential()\n",
" for i,d in enumerate(dilations):\n",
" self.main.add_module(str(i),nn.Conv1d(in_channels=1,out_channels=1, kernel_size=2,dilation=d))\n",
" self.main.add_module(str(i)+'.elu', nn.ELU())\n",
" def forward(self, input):\n",
" return self.main(input)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Network training"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"epoch 0, loss 0.7053\n",
"epoch 100, loss 0.5144\n",
"epoch 200, loss 0.5126\n",
"epoch 300, loss 0.5083\n",
"epoch 400, loss 0.3587\n",
"epoch 500, loss 0.08025\n",
"epoch 600, loss 0.02944\n",
"epoch 700, loss 0.02162\n",
"epoch 800, loss 0.01764\n",
"epoch 900, loss 0.01522\n",
"epoch 1000, loss 0.01391\n",
"epoch 1100, loss 0.01283\n",
"epoch 1200, loss 0.01202\n",
"epoch 1300, loss 0.01142\n",
"epoch 1400, loss 0.01124\n",
"epoch 1500, loss 0.01124\n",
"epoch 1600, loss 0.01069\n",
"epoch 1700, loss 0.01032\n",
"epoch 1800, loss 0.01046\n",
"epoch 1900, loss 0.009747\n",
"epoch 2000, loss 0.009898\n",
"epoch 2100, loss 0.009981\n",
"epoch 2200, loss 0.009968\n",
"epoch 2300, loss 0.009672\n",
"epoch 2400, loss 0.00923\n",
"epoch 2500, loss 0.009326\n",
"epoch 2600, loss 0.009558\n",
"epoch 2700, loss 0.008924\n",
"epoch 2800, loss 0.008972\n",
"epoch 2900, loss 0.00895\n",
"epoch 3000, loss 0.008702\n",
"epoch 3100, loss 0.008923\n",
"epoch 3200, loss 0.008649\n",
"epoch 3300, loss 0.008816\n",
"epoch 3400, loss 0.008769\n",
"epoch 3500, loss 0.008834\n",
"epoch 3600, loss 0.008451\n",
"epoch 3700, loss 0.008298\n",
"epoch 3800, loss 0.008548\n",
"epoch 3900, loss 0.008577\n"
]
}
],
"source": [
"net = Net()\n",
"\n",
"max_epoch = 4000\n",
"optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
"\n",
"loss_save = []\n",
"g = batch_generator()\n",
"for epoch in range(max_epoch):\n",
" x, y = next(g)\n",
" optimizer.zero_grad()\n",
" y_hat = net(x)\n",
" loss = ((y_hat-y)**2).mean()\n",
" loss.backward()\n",
" optimizer.step()\n",
" loss_save.append(loss.data[0])\n",
" if epoch%100==0:\n",
" print('epoch {}, loss {:8.4g}'.format(epoch, loss.data[0]))\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loss during training"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(10, 4000)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x10c59d6d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[8,6])\n",
"plt.plot(np.convolve(loss_save, np.ones(10)/10))\n",
"plt.xlabel('epoch')\n",
"plt.ylabel('loss')\n",
"plt.title('averaged loss')\n",
"plt.xlim([10,4000])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Evaluate model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### seeding with a training mini-batch"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"x, _ = next(g)\n",
"x = x.data.numpy()\n",
"n = 10000\n",
"\n",
"predict_save = []\n",
"for _ in range(n):\n",
" x_var = Variable(torch.from_numpy(x))\n",
" predict = net(x_var)\n",
" predict_save.append(predict.data[0][0][-1])\n",
" x = np.roll(x,-1,axis=2)\n",
" x[0][0][-1] = predict.data[0][0][-1]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x10cbbd898>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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p4xqTv/MtUjq91cJFK2MOFx6d6tHlCwcR+aSgT49zqrNwuMhyy+7XpmkMMzbH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\n5xYdvzllaYUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ca2bd68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[8,6])\n",
"plt.plot(predict_save)\n",
"plt.title('seeding with a mini-batch')\n",
"# plt.ylim([-1,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### seeding with random numbers"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"x = np.random.rand(1,1,1024).astype(np.float32)\n",
"n = 10000\n",
"\n",
"predict_save = []\n",
"for _ in range(n):\n",
" x_var = Variable(torch.from_numpy(x))\n",
" predict = net(x_var)\n",
" predict_save.append(predict.data[0][0][-1])\n",
" x = np.roll(x,-1,axis=2)\n",
" x[0][0][-1] = predict.data[0][0][-1]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x10d9d4a20>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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eR0QvEdEOIvpEjfsvJ6IBInrW/ff3fo8d75QCeF0bDczg9troZqIjMixvWpyl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\nu62Kb0AYOXZdLWhVOKRtu1qTmNam7t3proHLY9cdtCFz7Dr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sOlXY//LMJgDA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FXhRCqTC7WQ7OI5wlO947ljc8tfu/8dAMC6kObUl4Je+wvvtxt2pVG6pSCBnJ5keJ57OWGWMCCR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\nw+FwOByDiP8PSLXQD/csE2AAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10cc58588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[8,6])\n",
"plt.plot(predict_save)\n",
"plt.title('seeding with random numbers')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize each dilation conv layer"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x10d98dac8>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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erq2CnpExul9MIsJvAuDEie+Nar/KJzu7JSY+OGp99t2Nss3NmzIolxLCiL9/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\nAC4XnQ8ZRn1ajW4GQ5d4vTw35gAA1A2nAAIU19F7SAkdy9dKE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wR++AG8zWbzc7dYVguD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VD5Vya+t/RDG9l5c8e5gLjqOibtSyDQSc3BUTEUfXiEhswqxlNJ0zDom1tGMCayBQtyWebY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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d330080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x, _ = next(g)\n",
"sz = x.size(-1)\n",
"\n",
"plt.figure(figsize=[12,6])\n",
"layer_labels = []\n",
"for i in range(0,20,2):\n",
" m = net.main[i]\n",
" x = m(x)\n",
" x = net.main[i+1](x)\n",
" sz_x = x.size(-1)\n",
" plt.plot(range(sz-sz_x,sz),x.data.numpy()[0][0])\n",
" layer_labels.append('layer {}'.format(i//2))\n",
"plt.title('output of each convolution layer')\n",
"plt.legend(layer_labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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